EEG–fNIRS signal integration for motor imagery classification using deep learning and evidence theory by Mohammed E. Seno, Niladri Maiti, Maulik Patel, Mihirkumar M. Patel, Kalpesh B. Chaudhary, Ashish Pasaya, Babacar Toure

“…For EEG signals, spatiotemporal features are extracted using dual-scale temporal convolution and depthwise separable convolution, and a hybrid attention module is introduced to enhance the network's sensitivity to salient neural patterns. For fNIRS signals, spatial convolution across all channels is employed to explore activation differences among brain regions, and parallel temporal convolution combined with a gated recurrent unit (GRU) captures richer temporal dynamics of the hemodynamic response. …”
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Opioid-use disorder and reported pain after spine surgery: Risk-group patterns in cognitive-appraisal processes in a longitudinal cohort study by Carolyn E Schwartz, ScD, Katrina Borowiec, MA, Bruce D Rapkin, PhD, Joel A Finkelstein, MD, MSc, FRCS(C), Tai Sutherland, BA, Olivia B Caan, BA, MS, Richard L Skolasky, ScD

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FPGA Implementation for 24.576-Gbit/s Optical PAM4 Signal Transmission with MLP-Based Digital Pre-Distortion by Sheng Hu, Tianqi Zheng, Chengzhen Bian, Xiongwei Yang, Xinda Sun, Zonghui Zhu, Yumeng Gou, Yuanxiao Meng, Jie Zhang, Jingtao Ge, Yichen Li, Kaihui Wang

“…However, storage limitations typically restrict the LUT pattern length to 9, limiting its effectiveness in compensating for nonlinear effects. …”
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Opioid prescription patterns and pain severity among patients with opioid use disorder and other substance use disorders: a mixed methods study by Erin F. Madden, Gintare Daulys, Benjamin Tingey, Felicia Frabis, Pooja Lagisetty, Philip J. Kroth, Fares Qeadan

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Gas composition and pressure in the hypopharynx during high-flow oxygen therapy through a nasal cannula in healthy volunteers with different breathing patterns by Andrey I. Yaroshetskiy, Anna P. Krasnoshchekova, Fedor D. Tkachenko, Alina V. Rubashchenko, Daniil D. Zubarev, Vasiliy D. Konanykhin, Maxim I. Savelenok, Maxim M. Nosenko, Zamira M. Merzhoeva, Sergey N. Avdeev

“…Abstract Background High-flow nasal cannula is widespread in patients with hypoxemic and hypercapnic respiratory failure, but physiological data concerning influence of the combination of breathing pattern, preset flow rate (PFR), and inspiratory oxygen fraction (FDO2) on end-expiratory pressure (EEP), capnogram, oxygram, and exhaled tidal volume (VTe) remains insufficient. …”
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Prevalence and patterns of multiple long-term conditions among lymphatic filariasis patients in Odisha, India: a community-based cross-sectional study by Abhinav Sinha, Prakash Kumar Sahoo, Krushna Chandra Sahoo, Patrick Highton, Shubhashisha Mohanty, Trupti Nayak, Akshya Kumar Prusty, Sujata Choudhury, Barsha Kumari, Karl Puchner, Kamlesh Khunti, Sanghamitra Pati

“…We estimated the prevalence and correlates of MLTC, assessed the commonly occurring patterns, and investigated the association between self-rated health (SRH) and the number of chronic conditions among patients with lymphatic filariasis. …”
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MissPred: A Robust Two-Stage Radar Echo Extrapolation Algorithm for Incomplete Sequences by Ziqi Zhao, Chunxu Duan, Lin Song, Qilin Zhang, Wenda Zhu, Yi Liu

“…To address these issues, we propose MissPred, a radar echo extrapolation model specifically designed for missing data patterns. MissPred employs a dual encoder–decoder architecture. …”
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Short Text Classification Based on Enhanced Word Embedding and Hybrid Neural Networks by Cunhe Li, Zian Xie, Haotian Wang

“…Furthermore, we propose a dual-channel hybrid model based on a Gated Convolutional Neural Network (GCNN) and Bidirectional Long Short-Term Memory (BiLSTM), which jointly captures local features and long-range global dependencies. …”
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Clinical and radiological characteristics of novel subtypes of end-stage knee osteoarthritis based on joint space loss patterns in standing extended view and fixed flexion view by Woo-Suk Lee, Tae Hyung Kim, Hyuck Min Kwon, Jun Young Park, Kwan Kyu Park, Byung-Woo Cho

“…Abstract Background This study aimed to classify end-stage knee osteoarthritis (KOA) based on the pattern of joint space loss in standing extended view (SEV) and fixed flexion view (FFV) and to investigate clinical and radiological differences. …”
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Trends of health behaviors among cancer patients in Korea: a cross-sectional time series analysis by Noor Afif Mahmudah, Young-Kwon Park, Minsu Ock

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Future perspective of China's feed demand and supply during its fast transition period of food consumption by Wan-lu DONG, Xiao-bing WANG, Jun YANG

“…China has experienced dramatic changes in food consumption patterns over the last three decades. However, there are different opinions regarding the future trends in consumption. …”
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Alternate row mulching optimizes soil temperature and water conditions and improves wheat yield in dryland farming by Qiu-yan YAN, Fei DONG, Ge LOU, Feng YANG, Jin-xiu LU, Feng LI, Jian-cheng ZHANG, Jun-hui LI, Zeng-qiang DUAN

“…Warming effect of soil temperature under the HM pattern persisted longer than under the FM model with the same mulching rates. …”
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Distinct patterns of osteoradionecrosis after photon-based radiotherapy and carbon ion radiotherapy for unresectable adenoid cystic carcinoma of the head and neck: case series from... by Eivind Storaas, Marta D. Switlyk, Sigrun Dahl, Cecilie D. Amdal, Åse Bratland, Thuy-Tien M. Huynh, Hanne A. Eide, Barbara Vischioni, Ester Orlandi, Einar Dale

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Pattern and appropriateness of antibiotic therapy for acute respiratory tract infection among under-five children accessing care in a tertiary facility, Sokoto, Nigeria by Fatima Ishaq Abubakar, Hadiza Kubra Ahmed, Omotolani Olawunmi Akintunde, Idrees Abiodun Rufai

“…Introduction Acute respiratory tract infections (ARIs) are a major cause of antibiotic use among under-five (U5) children, often leading to inappropriate prescriptions that contribute to antimicrobial resistance, adverse drug reactions and higher healthcare costs.Objectives To assess the pattern and rate of antibiotic prescriptions and evaluate their appropriateness based on WHO and Paediatric Association of Nigeria guidelines for ARI treatment among U5 children at Usmanu Danfodiyo University Teaching Hospital, SokotoMethods A retrospective review of medical records (case folders and prescription sheets) was conducted for U5 children diagnosed with ARI over a 10-month period at the paediatric outpatient and inpatient units, Department of Paediatrics, UDUTH. …”
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Performance Estimation of Low Power and Area-Efficient Parallel Pipelined FFT by Surya P, Arunachalaperumal C, Dhilipkumar S

“…The BI multiplier design was synthesized in a field programmable gate array (FPGA), and the results show that the area efficiency could be improved by about 30 % and the power consumption and delay could be reduced by 56 %. …”
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Vertical distribution, growth pattern, and age of an alien freshwater mussel, Sinanodonta pacifica, across elevations gradient on a tropical island and their implication for ecosys... by Asep Sahidin, Gunawan Muhammad, Pringgo Kusuma Dwi Noor Yadi Putra, Irfan Zidni, Zahidah Hasan, Bayu Kreshna Adhitya Sumarto, Septiana Sri Astuti, Yusli Wardiatno, Akira Komaru

“…Mussels were collected over one-year period (2020–2021) from lowland (0–300 m above sea level), midland (300–750 m), and highland (> 750 m) regions to examine density, age structure, growth pattern, and mortality. In midland, the highest population density 5.63 ± 1.83 individuals/m² and the fastest growth rate (growth coefficient, k = 0.26) was shown attributed to moderate temperatures, low suspended solids, and nutrient availability. …”
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Survival benefit from adjuvant chemoradiotherapy in local advanced gastric cancer without accurate D2 confirmation: a real-world retrospective study (TJ-ARK01) by Xiao-Xiao Luo, Ben Zhao, Li Sun, Yu-Hong Dai, Hong Qiu, Xiang-Lin Yuan

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The Reliability of Diagnosing Schizophrenia Using the GRU Layer in Conjunction with EEG Rhythms by Pankaj Kumar Sahu, Karan Jain

“…Deep learning methods and patterns found in EEG of brain activity are helpful features for verifying schizophrenia. …”
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Oral Candidiasis among Cancer Patients Attending a Tertiary Care Hospital in Chennai, South India: An Evaluation of Clinicomycological Association and Antifungal Susceptibility Pat... by Abirami Lakshmy Jayachandran, Radhika Katragadda, Ravinder Thyagarajan, Leela Vajravelu, Suganthi Manikesi, Shanmugam Kaliappan, Balaji Jayachandran

“…Fluconazole and Itraconazole showed an overall resistance rate of 14% and 14.8%, respectively. All the isolates were susceptible to Amphotericin B. …”
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Frailty Index-laboratory and lymphocyte subset patterns in predicting 28-day mortality among elderly sepsis patients: a multicenter observational cohort study by Dongkai Li, Jiatong Hou, Zhan Shi, Xiao Li, Jiahui Zhang, Guoyu Zhao, Xianli Lei, Yawen Xie, Yuefu Wang, Hao Wang, Zhigang Chang, Na Cui

“…When comprehensive immune assessment is unavailable, lymphocyte trajectory patterns offer a practical approach for risk stratification.…”
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